For the purposes of monitoring and assessing the quality of care and treatment offered to patients and providing support for the activities related to health care, a quantitative indicator known as "indicator of quality in health care" is used. This study looked at the accuracy of forecasting case fatality rates using six distinct factors. Researching the relationship between the aforementioned factors (Death rate (percent) within 48 hours of admission, Surgery case fatality rate, The average length of hospital stay, The average number of pre-operative days, The average number of surgical procedures (anesthesia), The average number of nurses per occupied medical ward bed) and the prediction of the case fatality rate was the primary objective. Predictions of the case fatality rate will be made with the help of the Extreme Learning Machine (ELM) that will be built and utilized in the course of the research. Results from an ELM, a genetic programming (GP), and an artificial neural network (ANN) are contrasted and discussed. The accuracy of the computer models was assessed by comparing their predictions to empirical data and using a number of statistical measures. The results of simulations show that ELM may be used effectively in situations where the prediction of case fatality rates is required. Acta Medica Medianae 2023;62(3): 17-23.
{"title":"APPLYING NEURAL NETWORKS TO HEALTH CARE QUALITY PARAMETERS","authors":"Sonja Novak, Miloš Milovančević","doi":"10.5633/amm.2023.0303","DOIUrl":"https://doi.org/10.5633/amm.2023.0303","url":null,"abstract":"For the purposes of monitoring and assessing the quality of care and treatment offered to patients and providing support for the activities related to health care, a quantitative indicator known as \"indicator of quality in health care\" is used. This study looked at the accuracy of forecasting case fatality rates using six distinct factors. Researching the relationship between the aforementioned factors (Death rate (percent) within 48 hours of admission, Surgery case fatality rate, The average length of hospital stay, The average number of pre-operative days, The average number of surgical procedures (anesthesia), The average number of nurses per occupied medical ward bed) and the prediction of the case fatality rate was the primary objective. Predictions of the case fatality rate will be made with the help of the Extreme Learning Machine (ELM) that will be built and utilized in the course of the research. Results from an ELM, a genetic programming (GP), and an artificial neural network (ANN) are contrasted and discussed. The accuracy of the computer models was assessed by comparing their predictions to empirical data and using a number of statistical measures. The results of simulations show that ELM may be used effectively in situations where the prediction of case fatality rates is required. Acta Medica Medianae 2023;62(3): 17-23.","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":"138 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139339629","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Strahinja Konstantinović, Ivona Djordjevic, Ana Kostić, Nikola Vacić, Miloš Bogdanović, Dalibor Stojanović
{"title":"CHARACTERISTICS OF OVARIAN TUMOR CHANGES IN THE PEDIATRIC POPULATION","authors":"Strahinja Konstantinović, Ivona Djordjevic, Ana Kostić, Nikola Vacić, Miloš Bogdanović, Dalibor Stojanović","doi":"10.5633/amm.2023.0305","DOIUrl":"https://doi.org/10.5633/amm.2023.0305","url":null,"abstract":"","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":"71 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139339907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Tanja Džopalić, Milica Veljković, Marko Bjelaković, Branislav Jovanovic
{"title":"FEATURES OF THE INNATE IMMUNE RESPONSE DURING THE SARS-COV-2 INFECTION","authors":"Tanja Džopalić, Milica Veljković, Marko Bjelaković, Branislav Jovanovic","doi":"10.5633/amm.2023.0307","DOIUrl":"https://doi.org/10.5633/amm.2023.0307","url":null,"abstract":"","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":"278 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139339492","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Filip Veličković, Marina Vlajković, M. Stevic, Sanja Veličković, L. Janković Veličković
{"title":"XANTHOGRANULOMATOUS PYELONEPHRITIS AND DIAGNOSTIC APPROACH: A CASE REPORT","authors":"Filip Veličković, Marina Vlajković, M. Stevic, Sanja Veličković, L. Janković Veličković","doi":"10.5633/amm.2023.0311","DOIUrl":"https://doi.org/10.5633/amm.2023.0311","url":null,"abstract":"","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":"128 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139339902","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"THE IMPLEMENTATION OF STRATEGIES FOR ENHANCING STUDENTS’ COMMUNICATIVE COMPETENCE IN MEDICAL ENGLISH COURSE","authors":"Nataša Šelmić","doi":"10.5633/amm.2022.0410","DOIUrl":"https://doi.org/10.5633/amm.2022.0410","url":null,"abstract":"","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45617955","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
B. Jovanovic, V. Pecić, A. Pavlovic, D. Bogdanović, Aleksandra Todorović, M. Dimitrijević, Marija Bekić, L. Rančić
{"title":"LAPAROSCOPIC VERSUS OPEN APPENDECTOMY FOR IN THE TREATMENT OF ACUTE APPENDICITIS: OUR EXPERIENCE","authors":"B. Jovanovic, V. Pecić, A. Pavlovic, D. Bogdanović, Aleksandra Todorović, M. Dimitrijević, Marija Bekić, L. Rančić","doi":"10.5633/amm.2022.0406","DOIUrl":"https://doi.org/10.5633/amm.2022.0406","url":null,"abstract":"","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48950473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Valentina Gocić, Ana Kolarević, N. Krstić, J. Lazarević
{"title":"SYNTHESIS AND SCREENING OF ANTIMICROBIAL ACTIVITY OF TWO BROMO-3′,4′-DIMETHOXYCHALCONE DERIVATIVES","authors":"Valentina Gocić, Ana Kolarević, N. Krstić, J. Lazarević","doi":"10.5633/amm.2022.0402","DOIUrl":"https://doi.org/10.5633/amm.2022.0402","url":null,"abstract":"","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44364508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Dragana R. Pavlović, Tatjana Kundaković Vasović, N. Kovacevic
{"title":"HERBAL DRUGS AND TRADITIONAL HERBAL DRUGS IN THE REPUBLIC OF SERBIA","authors":"Dragana R. Pavlović, Tatjana Kundaković Vasović, N. Kovacevic","doi":"10.5633/amm.2022.0411","DOIUrl":"https://doi.org/10.5633/amm.2022.0411","url":null,"abstract":"","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47767035","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Zoran Stamenković, L. Ristić, T. Pejčić, H. Jovanovic, Hristina Trajković, M. Bjelaković, J. Cvetkovic, Ivan Matejić
{"title":"PERSONALIZED TREATMENT OF OBSTRUCTIVE SLEEP APNEA: IS IT STILL A LONG WAY OFF?","authors":"Zoran Stamenković, L. Ristić, T. Pejčić, H. Jovanovic, Hristina Trajković, M. Bjelaković, J. Cvetkovic, Ivan Matejić","doi":"10.5633/amm.2022.0408","DOIUrl":"https://doi.org/10.5633/amm.2022.0408","url":null,"abstract":"","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44537428","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"AVAILABILITY OF SPECIAL TREATMENTS AND SERVICES FOR INDIVIDUALS WITH AUTISM SPECTRUM DISORDERS DURING COVID-19 STATE OF EMERGENCY AND LOCKDOWN IN SERBIA","authors":"Aleksandra Stojanovic, M. Stankovic","doi":"10.5633/amm.2022.0401","DOIUrl":"https://doi.org/10.5633/amm.2022.0401","url":null,"abstract":"","PeriodicalId":31409,"journal":{"name":"Acta Medica Medianae","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42179980","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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